A Patient With Sporotrichosis Diagnosed By Molecular Biology Combined With Traditional Methods
Bibliographic record
Abstract
We present a case of sporotrichosis diagnosed by molecular biology combined with traditional methods. Fungal DNA was extracted from skin tissues of the patient by fungal DNA extraction kit. The PCR amplified fragments were compared on GenBank website, and the pathogenic fungi were identified. This case was diagnosed by molecular biology, clinical manifestations, fungal morphology and pathology. The pathogenic fungi of the patient was identified as Sporothrix globosa by comparison, combined with typical clinical manifestations, typical filamentous colonies by fungi culture and pathological findings of infectious granuloma. The case could be diagnosed as Sporothrix globosa -induced sporotrichosis. Molecular biology combined with traditional detection methods for diagnosis of sporotrichosis is helpful to improve the accuracy of diagnosis. J Med Cases. 2019;10(9):284-287 doi: https://doi.org/10.14740/jmc3362
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".